Projects & research
Work in progress.
Projects, experiments, and research questions brought together in one place. The automated microscope is the current flagship.
01 / Featured project
Building the instrument.
Automated microscope
A multidisciplinary instrument combining mechanical motion, electronics, imaging, and software to explore repeatable automated microscopy.
Explore projectMicroscope autofocus system
A Python application for camera capture and GRBL-driven focus scanning, with a simulator, desktop interface, and recorded test runs.
Explore projectPredicting Alzheimer’s diagnosis
Compared six supervised learning models using feature selection and stratified evaluation; the Random Forest model reached 94.6% accuracy and 0.95 AUC in the project study.
Explore projectMusoMania
A full-stack social platform built by a five-person team for musicians to connect, collaborate, and share or sell their work.
Explore projectQuickBite
A local food-delivery platform with role-specific dashboards and distance-based restaurant discovery.
Explore projectSDG Learning
An interactive learning system about the UN Sustainable Development Goals, created for the 2024 NASA Space Apps Challenge and selected as one of three pitch winners.
Explore project02 / Research
Questions worth pursuing.
Research themes and notes connect the instruments to the questions they are built to investigate.
Computational imaging
Exploring image acquisition, focus measurement, and reproducible visual evidence through the microscope project.
Read related notesAutomation and instrumentation
Connecting software, motion control, and hardware to make experimental workflows more repeatable.
Read related notesApplied machine learning
Evaluating models and features for health-related prediction tasks, with attention to clear metrics and reproducible comparisons.
Read related notes